Diabetes Dataset Analysis Report

This report presents an exploratory data analysis of the diabetes dataset, focusing on key risk factors and their relationships with diabetes prevalence. The visualizations below include both static and interactive plots for a comprehensive understanding.

Univariate Analysis

Diabetes Prevalence

Pie chart showing the proportion of diabetic vs. non-diabetic individuals.

Interactive histogram with KDE overlay for BMI distribution.

Bivariate Analysis

HighBP vs. Diabetes

Stacked bar chart showing the percentage of diabetic individuals by high blood pressure status.

Interactive violin plot comparing BMI distributions for diabetic and non-diabetic individuals.

Interactive scatter plot showing BMI vs. Age, colored by diabetes status.

Summary and Correlations

Correlation Heatmap

Heatmap showing correlations between all variables, with stronger colors indicating higher correlations.

Composite Risk Factors

Composite plot summarizing key risk factors for diabetes (prevalence, BMI, HighBP, Age).

Key Insights

Recommendations: Focus on screening programs for individuals with high BMI and hypertension, and promote lifestyle interventions like physical activity to reduce diabetes risk.